Customer Data

Dataset statistics

Number of variables	14
Number of observations	9850
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	112.0 B

Variable types

Numeric	11
Categorical	3

Alerts

`BirthYear` is highly correlated with `MonthSal` and 1 other fields	High correlation
`MonthSal` is highly correlated with `BirthYear`	High correlation
`Children` is highly correlated with `BirthYear`	High correlation
`CustMonVal` is highly correlated with `ClaimsRate`	High correlation
`ClaimsRate` is highly correlated with `CustMonVal`	High correlation
`PremMotor` is highly correlated with `PremHousehold` and 3 other fields	High correlation
`PremHousehold` is highly correlated with `PremMotor`	High correlation
`PremHealth` is highly correlated with `PremMotor`	High correlation
`PremLife` is highly correlated with `PremMotor`	High correlation
`PremWork` is highly correlated with `PremMotor`	High correlation
`CustID` is uniformly distributed	Uniform
`CustID` has unique values	Unique

Reproduction

Analysis started	2022-01-07 17:26:33.528536
Analysis finished	2022-01-07 17:26:47.938705
Duration	14.41 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

CustID
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	9850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5146.934518

Minimum	1
Maximum	10296
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	1
5-th percentile	519.45
Q1	2571.25
median	5147.5
Q3	7713.75
95-th percentile	9784.55
Maximum	10296
Range	10295
Interquartile range (IQR)	5142.5

Descriptive statistics

Standard deviation	2968.364203
Coefficient of variation (CV)	0.5767246878
Kurtosis	-1.197924516
Mean	5146.934518
Median Absolute Deviation (MAD)	2572
Skewness	0.002176056462
Sum	50697305
Variance	8811186.041
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
2756	1	< 0.1%
4791	1	< 0.1%
8889	1	< 0.1%
2748	1	< 0.1%
701	1	< 0.1%
6846	1	< 0.1%
4799	1	< 0.1%
8897	1	< 0.1%
709	1	< 0.1%
Other values (9840)	9840	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
10296	1	< 0.1%
10295	1	< 0.1%
10294	1	< 0.1%
10292	1	< 0.1%
10290	1	< 0.1%
10289	1	< 0.1%
10288	1	< 0.1%
10287	1	< 0.1%
10286	1	< 0.1%
10285	1	< 0.1%

FirstPolYear
Real number (ℝ_≥0)

Distinct	25
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1986.007614

Minimum	1974
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	1974
5-th percentile	1976
Q1	1980
median	1986
Q3	1992
95-th percentile	1996
Maximum	1998
Range	24
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.585369078
Coefficient of variation (CV)	0.003315883097
Kurtosis	-1.155080145
Mean	1986.007614
Median Absolute Deviation (MAD)	6
Skewness	-0.02094014126
Sum	19562175
Variance	43.36708589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1988	488	5.0%
1986	469	4.8%
1994	456	4.6%
1993	454	4.6%
1984	447	4.5%
1989	443	4.5%
1977	433	4.4%
1982	433	4.4%
1992	428	4.3%
1990	427	4.3%
Other values (15)	5372	54.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1974	133	1.4%
1975	271	2.8%
1976	415	4.2%
1977	433	4.4%
1978	427	4.3%
1979	422	4.3%
1980	415	4.2%
1981	422	4.3%
1982	433	4.4%
1983	413	4.2%

Value	Count	Frequency (%)
1998	103	1.0%
1997	248	2.5%
1996	426	4.3%
1995	424	4.3%
1994	456	4.6%
1993	454	4.6%
1992	428	4.3%
1991	418	4.2%
1990	427	4.3%
1989	443	4.5%

BirthYear
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	67
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1967.237563

Minimum	1935
Maximum	2001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	1935
5-th percentile	1941
Q1	1953
median	1967
Q3	1981
95-th percentile	1994
Maximum	2001
Range	66
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.89071892
Coefficient of variation (CV)	0.008586008742
Kurtosis	-1.129628226
Mean	1967.237563
Median Absolute Deviation (MAD)	14
Skewness	0.02629900469
Sum	19377290
Variance	285.2963856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1968	215	2.2%
1962	204	2.1%
1964	193	2.0%
1953	192	1.9%
1974	187	1.9%
1981	186	1.9%
1951	185	1.9%
1977	185	1.9%
1984	184	1.9%
1963	183	1.9%
Other values (57)	7936	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1935	14	0.1%
1936	36	0.4%
1937	56	0.6%
1938	75	0.8%
1939	100	1.0%
1940	127	1.3%
1941	145	1.5%
1942	160	1.6%
1943	156	1.6%
1944	168	1.7%

Value	Count	Frequency (%)
2001	6	0.1%
2000	15	0.2%
1999	39	0.4%
1998	57	0.6%
1997	93	0.9%
1996	94	1.0%
1995	109	1.1%
1994	131	1.3%
1993	130	1.3%
1992	150	1.5%

EducDeg
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.1 KiB

b'3 - BSc/MSc'	4772
b'2 - High School'	3370
b'1 - Basic'	1012
b'4 - PhD'	696

Length

Max length	18
Median length	14
Mean length	14.88040609
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	b'2 - High School'
2nd row	b'1 - Basic'
3rd row	b'3 - BSc/MSc'
4th row	b'3 - BSc/MSc'
5th row	b'2 - High School'

Common Values

Value	Count	Frequency (%)
b'3 - BSc/MSc'	4772	48.4%
b'2 - High School'	3370	34.2%
b'1 - Basic'	1012	10.3%
b'4 - PhD'	696	7.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
	9850	29.9%
b'3	4772	14.5%
bsc/msc	4772	14.5%
b'2	3370	10.2%
high	3370	10.2%
school	3370	10.2%
b'1	1012	3.1%
basic	1012	3.1%
b'4	696	2.1%
phd	696	2.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

MonthSal
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3481
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2543.724365

Minimum	333
Maximum	5021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	333
5-th percentile	1005
Q1	1784
median	2542.5
Q3	3307
95-th percentile	4051.55
Maximum	5021
Range	4688
Interquartile range (IQR)	1523

Descriptive statistics

Standard deviation	959.9554771
Coefficient of variation (CV)	0.3773818776
Kurtosis	-0.8725865868
Mean	2543.724365
Median Absolute Deviation (MAD)	762
Skewness	-0.008129194926
Sum	25055685
Variance	921514.518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2501.5	36	0.4%
3200	10	0.1%
3560	10	0.1%
3776	10	0.1%
2687	10	0.1%
2308	9	0.1%
1924	9	0.1%
2073	9	0.1%
1766	9	0.1%
2959	9	0.1%
Other values (3471)	9729	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
333	2	< 0.1%
334	1	< 0.1%
335	2	< 0.1%
341	2	< 0.1%
344	1	< 0.1%
348	1	< 0.1%
350	1	< 0.1%
356	2	< 0.1%
358	4	< 0.1%
364	1	< 0.1%

Value	Count	Frequency (%)
5021	1	< 0.1%
4995	1	< 0.1%
4904	1	< 0.1%
4897	1	< 0.1%
4883	3	< 0.1%
4872	1	< 0.1%
4869	1	< 0.1%
4857	2	< 0.1%
4843	1	< 0.1%
4797	1	< 0.1%

GeoLivArea
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.1 KiB

4	3966
1	2923
3	1965
2	996

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	3
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	3966	40.3%
1	2923	29.7%
3	1965	19.9%
2	996	10.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
4	3966	40.3%
1	2923	29.7%
3	1965	19.9%
2	996	10.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Children
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.1 KiB

1	6986
0	2864

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	6986	70.9%
0	2864	29.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	6986	70.9%
0	2864	29.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

CustMonVal
Real number (ℝ)

HIGH CORRELATION

Distinct	6721
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213.3027929

Minimum	-312.83
Maximum	1121.54
Zeros	2
Zeros (%)	< 0.1%
Negative	2635
Negative (%)	26.8%
Memory size	77.1 KiB

Quantile statistics

Minimum	-312.83
5-th percentile	-87.727
Q1	-8.9875
median	186.265
Q3	396.9425
95-th percentile	615.3015
Maximum	1121.54
Range	1434.37
Interquartile range (IQR)	405.93

Descriptive statistics

Standard deviation	242.6529295
Coefficient of variation (CV)	1.137598464
Kurtosis	-0.1400726593
Mean	213.3027929
Median Absolute Deviation (MAD)	200.595
Skewness	0.5958189796
Sum	2101032.51
Variance	58880.44418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-25	261	2.6%
-37	11	0.1%
-31	11	0.1%
-35	11	0.1%
-15.11	10	0.1%
-12.33	10	0.1%
-47.67	9	0.1%
-21.11	9	0.1%
-33	9	0.1%
-10.33	9	0.1%
Other values (6711)	9500	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-312.83	1	< 0.1%
-312.61	1	< 0.1%
-312.28	1	< 0.1%
-307.27	1	< 0.1%
-298.91	1	< 0.1%
-291.16	1	< 0.1%
-280.16	1	< 0.1%
-278.91	1	< 0.1%
-272.27	1	< 0.1%
-270.38	1	< 0.1%

Value	Count	Frequency (%)
1121.54	1	< 0.1%
1113.78	1	< 0.1%
1109.76	1	< 0.1%
1105.42	1	< 0.1%
1103.43	1	< 0.1%
1094.44	1	< 0.1%
1094.11	1	< 0.1%
1092.88	1	< 0.1%
1090.99	1	< 0.1%
1087.53	1	< 0.1%

ClaimsRate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	142
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6796172589

Minimum	0
Maximum	1.62
Zeros	51
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.16
Q1	0.39
median	0.72
Q3	0.98
95-th percentile	1.09
Maximum	1.62
Range	1.62
Interquartile range (IQR)	0.59

Descriptive statistics

Standard deviation	0.3160823264
Coefficient of variation (CV)	0.4650887279
Kurtosis	-1.193398532
Mean	0.6796172589
Median Absolute Deviation (MAD)	0.28
Skewness	-0.2513727061
Sum	6694.23
Variance	0.09990803707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	444	4.5%
1.01	208	2.1%
1.02	197	2.0%
1.03	191	1.9%
0.99	189	1.9%
0.98	170	1.7%
0.97	145	1.5%
0.95	140	1.4%
1.04	138	1.4%
0.91	134	1.4%
Other values (132)	7894	80.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	51	0.5%
0.01	1	< 0.1%
0.03	2	< 0.1%
0.04	5	0.1%
0.05	4	< 0.1%
0.06	19	0.2%
0.07	12	0.1%
0.08	35	0.4%
0.09	35	0.4%
0.1	25	0.3%

Value	Count	Frequency (%)
1.62	1	< 0.1%
1.54	1	< 0.1%
1.51	1	< 0.1%
1.49	1	< 0.1%
1.41	1	< 0.1%
1.39	1	< 0.1%
1.37	1	< 0.1%
1.36	1	< 0.1%
1.34	4	< 0.1%
1.33	1	< 0.1%

PremMotor
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1900
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	306.3858142

Minimum	1.78
Maximum	585.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	1.78
5-th percentile	84.2895
Q1	206.15
median	308.28
Q3	411.41
95-th percentile	515.54
Maximum	585.22
Range	583.44
Interquartile range (IQR)	205.26

Descriptive statistics

Standard deviation	132.2857049
Coefficient of variation (CV)	0.4317618467
Kurtosis	-0.8754528165
Mean	306.3858142
Median Absolute Deviation (MAD)	102.24
Skewness	-0.07873390618
Sum	3017900.27
Variance	17499.50773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
298.61	42	0.4%
398.74	17	0.2%
361.29	16	0.2%
246.49	16	0.2%
206.15	15	0.2%
279.61	15	0.2%
409.52	14	0.1%
346.51	13	0.1%
381.96	13	0.1%
269.94	13	0.1%
Other values (1890)	9676	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.78	1	< 0.1%
3.78	1	< 0.1%
4.78	1	< 0.1%
7.67	1	< 0.1%
8.67	2	< 0.1%
9.67	1	< 0.1%
11.78	1	< 0.1%
13.56	1	< 0.1%
13.67	1	< 0.1%
14.56	1	< 0.1%

Value	Count	Frequency (%)
585.22	1	< 0.1%
581.33	1	< 0.1%
580.11	1	< 0.1%
578.33	1	< 0.1%
577.33	1	< 0.1%
576.33	1	< 0.1%
575.44	2	< 0.1%
574.44	1	< 0.1%
574.33	1	< 0.1%
569.55	3	< 0.1%

PremHousehold
Real number (ℝ)

HIGH CORRELATION

Distinct	973
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192.4878985

Minimum	-75
Maximum	1231.9
Zeros	59
Zeros (%)	0.6%
Negative	1080
Negative (%)	11.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	-75
5-th percentile	-30.55
Q1	48.35
median	127.8
Q3	274.5
95-th percentile	642.35
Maximum	1231.9
Range	1306.9
Interquartile range (IQR)	226.15

Descriptive statistics

Standard deviation	211.8883235
Coefficient of variation (CV)	1.100787765
Kurtosis	2.854263525
Mean	192.4878985
Median Absolute Deviation (MAD)	98.9
Skewness	1.614183135
Sum	1896005.8
Variance	44896.66163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.45	61	0.6%
19.45	60	0.6%
-45.55	60	0.6%
0	59	0.6%
-30.55	57	0.6%
-5.55	56	0.6%
69.45	54	0.5%
44.45	53	0.5%
-40.55	53	0.5%
34.45	53	0.5%
Other values (963)	9284	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-75	18	0.2%
-70	33	0.3%
-65	35	0.4%
-60	31	0.3%
-55	27	0.3%
-50	44	0.4%
-45.55	60	0.6%
-45	36	0.4%
-40.55	53	0.5%
-40	33	0.3%

Value	Count	Frequency (%)
1231.9	1	< 0.1%
1228	1	< 0.1%
1216.9	1	< 0.1%
1202.45	2	< 0.1%
1201.9	1	< 0.1%
1198	1	< 0.1%
1194.1	2	< 0.1%
1179.1	1	< 0.1%
1154.1	2	< 0.1%
1153.55	1	< 0.1%

PremHealth
Real number (ℝ)

HIGH CORRELATION

Distinct	1001
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	169.6226091

Minimum	-2.11
Maximum	442.86
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.11
5-th percentile	54.9
Q1	113.02
median	164.03
Q3	220.82
95-th percentile	298.39
Maximum	442.86
Range	444.97
Interquartile range (IQR)	107.8

Descriptive statistics

Standard deviation	74.26283219
Coefficient of variation (CV)	0.4378121087
Kurtosis	-0.4292132297
Mean	169.6226091
Median Absolute Deviation (MAD)	53.9
Skewness	0.2903046845
Sum	1670782.7
Variance	5514.968244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162.81	57	0.6%
130.47	30	0.3%
159.14	27	0.3%
178.7	27	0.3%
158.14	26	0.3%
169.7	26	0.3%
219.93	25	0.3%
136.58	25	0.3%
146.36	24	0.2%
157.03	24	0.2%
Other values (991)	9559	97.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.11	1	< 0.1%
5.78	1	< 0.1%
7.78	1	< 0.1%
11.67	1	< 0.1%
12.67	1	< 0.1%
14.67	2	< 0.1%
15.56	1	< 0.1%
15.67	2	< 0.1%
16.56	4	< 0.1%
16.67	2	< 0.1%

Value	Count	Frequency (%)
442.86	1	< 0.1%
440.86	1	< 0.1%
432.97	1	< 0.1%
417.3	1	< 0.1%
417.08	1	< 0.1%
408.41	1	< 0.1%
401.63	1	< 0.1%
398.41	1	< 0.1%
394.52	1	< 0.1%
393.74	1	< 0.1%

PremLife
Real number (ℝ)

HIGH CORRELATION

Distinct	461
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.1919665

Minimum	-7
Maximum	183.48
Zeros	0
Zeros (%)	0.0%
Negative	660
Negative (%)	6.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-7
5-th percentile	-1.11
Q1	9.89
median	24.67
Q3	53.01
95-th percentile	121.8
Maximum	183.48
Range	190.48
Interquartile range (IQR)	43.12

Descriptive statistics

Standard deviation	38.13965229
Coefficient of variation (CV)	1.025480927
Kurtosis	1.883385686
Mean	37.1919665
Median Absolute Deviation (MAD)	17.89
Skewness	1.474881573
Sum	366340.87
Variance	1454.633077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.56	160	1.6%
9.89	128	1.3%
3.89	119	1.2%
0.89	119	1.2%
-1.11	116	1.2%
5.89	106	1.1%
6.89	106	1.1%
12.89	105	1.1%
4.89	104	1.1%
7.89	101	1.0%
Other values (451)	8686	88.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7	65	0.7%
-6	61	0.6%
-5	74	0.8%
-4	56	0.6%
-3	70	0.7%
-2	72	0.7%
-1.11	116	1.2%
-1	54	0.5%
-0.11	92	0.9%
0.89	119	1.2%

Value	Count	Frequency (%)
183.48	5	0.1%
182.7	2	< 0.1%
182.59	3	< 0.1%
182.48	4	< 0.1%
181.7	1	< 0.1%
181.59	3	< 0.1%
181.48	1	< 0.1%
180.59	3	< 0.1%
179.7	1	< 0.1%
179.59	2	< 0.1%

PremWork
Real number (ℝ)

HIGH CORRELATION

Distinct	756
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.95146497

Minimum	-12
Maximum	194.59
Zeros	0
Zeros (%)	0.0%
Negative	909
Negative (%)	9.2%
Memory size	77.1 KiB

Quantile statistics

Minimum	-12
5-th percentile	-4
Q1	10
median	25.34
Q3	52.65
95-th percentile	119.91
Maximum	194.59
Range	206.59
Interquartile range (IQR)	42.65

Descriptive statistics

Standard deviation	38.56906683
Coefficient of variation (CV)	1.043776393
Kurtosis	2.194138574
Mean	36.95146497
Median Absolute Deviation (MAD)	18.56
Skewness	1.508209591
Sum	363971.93
Variance	1487.572916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.67	122	1.2%
10.89	74	0.8%
9.89	71	0.7%
11.89	68	0.7%
-5.11	66	0.7%
-0.11	65	0.7%
14.89	64	0.6%
15.89	63	0.6%
3.78	63	0.6%
16.89	63	0.6%
Other values (746)	9131	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12	34	0.3%
-11	31	0.3%
-10	30	0.3%
-9	28	0.3%
-8	50	0.5%
-7	39	0.4%
-6.11	57	0.6%
-6	44	0.4%
-5.11	66	0.7%
-5	48	0.5%

Value	Count	Frequency (%)
194.59	1	< 0.1%
194.37	1	< 0.1%
194.26	1	< 0.1%
194.15	1	< 0.1%
192.37	3	< 0.1%
191.48	2	< 0.1%
191.37	3	< 0.1%
191.26	1	< 0.1%
189.59	1	< 0.1%
189.37	1	< 0.1%

Pearson's r

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	CustID	FirstPolYear	BirthYear	EducDeg	MonthSal	GeoLivArea	Children	CustMonVal	ClaimsRate	PremMotor	PremHousehold	PremHealth	PremLife	PremWork
0	1	1985	1982	b'2 - High School'	2177.0	1	1	380.97	0.39	375.85	79.45	146.36	47.01	16.89
1	3	1991	1970	b'1 - Basic'	2277.0	3	0	504.67	0.28	206.15	224.50	124.58	86.35	99.02
2	4	1990	1981	b'3 - BSc/MSc'	1099.0	4	1	-16.99	0.99	182.48	43.35	311.17	35.34	28.34
3	5	1986	1973	b'3 - BSc/MSc'	1763.0	4	1	35.23	0.90	338.62	47.80	182.59	18.78	41.45
4	6	1986	1956	b'2 - High School'	2566.0	4	1	-24.33	1.00	440.75	18.90	114.80	7.00	7.67
5	7	1979	1943	b'2 - High School'	4103.0	4	0	-66.01	1.05	156.92	295.60	317.95	14.67	26.34
6	8	1988	1974	b'2 - High School'	1743.0	4	1	-144.91	1.13	248.27	397.30	144.36	66.68	53.23
7	9	1981	1978	b'3 - BSc/MSc'	1862.0	1	1	356.53	0.36	344.51	18.35	210.04	8.78	9.89
8	10	1976	1948	b'3 - BSc/MSc'	3842.0	1	0	-119.35	1.12	209.26	182.25	271.94	39.23	55.12
9	11	1990	1945	b'3 - BSc/MSc'	3995.0	4	0	290.17	0.53	296.50	116.70	227.71	18.67	10.89

Last rows

	CustID	FirstPolYear	BirthYear	EducDeg	MonthSal	GeoLivArea	Children	CustMonVal	ClaimsRate	PremMotor	PremHousehold	PremHealth	PremLife	PremWork
9840	10285	1980	1987	b'3 - BSc/MSc'	1504.0	4	1	-1.55	0.96	390.63	29.45	179.70	-6.00	25.67
9841	10286	1985	1948	b'3 - BSc/MSc'	3878.0	4	1	-57.45	1.04	269.05	217.25	219.93	32.45	25.67
9842	10287	1997	1943	b'3 - BSc/MSc'	3975.0	2	0	220.27	0.62	285.61	77.25	241.49	31.45	8.89
9843	10288	1996	1941	b'2 - High School'	3845.0	4	0	99.47	0.90	87.35	843.50	121.58	157.92	33.45
9844	10289	1982	1993	b'2 - High School'	1465.0	1	1	795.15	0.35	67.79	820.15	102.13	182.48	86.46
9845	10290	1986	1943	b'2 - High School'	3498.0	4	0	245.60	0.67	227.82	270.60	160.92	100.13	69.90
9846	10292	1984	1949	b'4 - PhD'	3188.0	2	0	-0.11	0.96	393.74	49.45	173.81	9.78	14.78
9847	10294	1994	1976	b'3 - BSc/MSc'	2918.0	1	1	524.10	0.21	403.63	132.80	142.25	12.67	4.89
9848	10295	1981	1977	b'1 - Basic'	1971.0	2	1	250.05	0.65	188.59	211.15	198.37	63.90	112.91
9849	10296	1990	1981	b'4 - PhD'	2815.0	1	1	463.75	0.27	414.08	94.45	141.25	6.89	12.89

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Missing values

Sample

First rows

Last rows